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Jitpasutham T, Andrianus S, Gubbiotti M, Nosé V, Baloch ZW, Madrigal E, Faquin WC. Thyroid nodules with DICER1 mutation or PTEN alteration: A comparative cytologic, clinical, and molecular study of 117 FNA cases. Cancer Cytopathol 2024; 132:370-385. [PMID: 38558329 DOI: 10.1002/cncy.22811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Revised: 02/12/2024] [Accepted: 02/13/2024] [Indexed: 04/04/2024]
Abstract
BACKGROUND DICER1 mutations and PTEN alterations are increasingly detected by thyroid fine-needle aspiration (FNA). Both are associated with nodular thyroid disease and cancer. The authors analyzed a large comparative thyroid FNA cohort with DICER1 mutation or PTEN alteration. METHODS A total of 117 thyroid FNAs with DICER1 or PTEN alterations were retrieved from the databases of two academic medical institutions. Demographic, clinical, and radiologic data were collected; FNA slides were analyzed for 29 cytomorphologic features. RESULTS Of 117 thyroid FNAs, 36 (30.8%) had DICER1 mutation and 81 (69.2%) showed PTEN alteration. The DICER1 cohort had 33 (91.7%) females and three (8.3%) males (mean, 40.9 years); 61.8% had multinodular disease. FNAs were classified as atypia of undetermined significance (AUS), 23 (63.9%); follicular neoplasm (FN), 12 (33.3%); and malignant, 1 (2.8%). The PTEN subgroup had 66 (81.5%) females and 15 (18.5%) males (mean, 55.2 years) with increased multinodular disease (93.8%, p = .0016). PTEN FNAs had greater cytologic diversity: non-diagnostic, 2 (2.5%); benign, 5 (6.2%); AUS, 44 (54.3%); FN, 24 (29.6%); and malignant, 6 (7.4%). Both DICER1 and PTEN cases showed a range of resected tumor subtypes. The DICER1 cohort included thyroblastoma, and the PTEN group included anaplastic carcinoma. The cytomorphology of DICER1 and PTEN cases showed overlapping features, especially microfollicular patterns. Minor cytomorphologic differences included papillary patterns in DICER1 (p = .039), and oncocytic changes (p < .0001) in PTEN. CONCLUSIONS DICER1 and PTEN FNAs reveal many cytologic similarities. DICER1 patients are younger, and PTEN patients had multinodular disease. Awareness of these genetic cohorts can identify patients at risk for thyroid cancer.
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Affiliation(s)
- Tikamporn Jitpasutham
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
- Faculty of Medicine, Department of Pathology, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Bangkok, Thailand
| | - Stefen Andrianus
- Department of Pathology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Maria Gubbiotti
- Department of Pathology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Vania Nosé
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - Zubair W Baloch
- Department of Pathology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Emilio Madrigal
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
| | - William C Faquin
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, Massachusetts, USA
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Raghunathan R, Praw SS, Livhits M. Molecular testing for indeterminate thyroid nodules: past, present, and future. Curr Opin Endocrinol Diabetes Obes 2023; 30:231-237. [PMID: 37530703 DOI: 10.1097/med.0000000000000829] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/03/2023]
Abstract
PURPOSE OF REVIEW To examine the origin, current progress, and future directions of molecular testing in indeterminate Bethesda III and Bethesda IV thyroid nodules. RECENT FINDINGS The diagnostic performance of current genomic tests shows improved benign call rates, specificity and positive-predictive values over prior test versions. The choice of test platform for clinical use should consider test performance, institutional rate of malignancy, nodule cytology and the potential for prognostication to help guide decision-making. Current challenges include test reliability, defining the optimal duration of surveillance, and improving test performance in challenging cytology, such as oncocytic nodules and NIFTP. Opportunities also remain to optimize cost-effectiveness across multiple clinical and practice settings and to refine the use of molecular testing for dynamic risk stratification, such as with BRAF V600E mutation testing. SUMMARY Molecular testing of indeterminate thyroid nodules has helped to reduce the burden of diagnostic surgery, associated healthcare costs, and potential complications. Current-generation tests have demonstrated improvement in diagnostic performance, but challenges remain in improving test performance and refining the scope of testing in care. Decision-making for the management of indeterminate thyroid nodules should consider cytology, clinical and sonographic features, patient values and preferences and molecular testing results, whenever available.
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Affiliation(s)
| | - Stephanie Smooke Praw
- Division of Endocrinology, Diabetes & Metabolism, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
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Fumagalli C, Serio G. Molecular testing in indeterminate thyroid nodules: an additional tool for clinical decision-making. Pathologica 2023; 115:205-216. [PMID: 37711036 PMCID: PMC10688247 DOI: 10.32074/1591-951x-887] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Accepted: 06/12/2023] [Indexed: 09/16/2023] Open
Abstract
Thyroid nodules are commonly encountered in clinical practice, affecting up to 50% of the population. The large majority of thyroid lumps are benign incidental findings detected by imaging, while approximately 5-15% harbor malignancy. For a target patient's care, it is of paramount importance to identify and treat thyroid malignancy, while preventing unnecessary invasive surgery in patients with benign lesions. Although fine needle aspiration (FNA) associated with cytological examination provides malignant risk information, 20-30% of diagnoses fall into the "indeterminate thyroid nodule" (ITN) category. ITN clinical management remains a challenging issue for physicians since the ITN risk of malignancy varies from 5% to 40% and most thyroid nodules undergo overtreatment with surgery procedures. ITN molecular testing may better define malignant risk in the single nodule and is able to discriminate with accuracy benign from malignant nodules. Nowadays there are different technologies and different molecular panels, each with its own specificity, sensitivity and predictive values. In view of widespread introduction of molecular testing , some outstanding questions remain and are addressed in the present review such as the presence of molecular panels acting as "rule in" or "rule out" tools, the effective impact of testing results in the clinical decision-making process, and the prohibitive cost of commercial assays associated with the lack of test reimbursement in national health systems.
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Dharampal N, Smith K, Harvey A, Paschke R, Rudmik L, Chandarana S. Cost-effectiveness analysis of molecular testing for cytologically indeterminate thyroid nodules. J Otolaryngol Head Neck Surg 2022; 51:46. [PMID: 36544210 PMCID: PMC9773581 DOI: 10.1186/s40463-022-00604-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Accepted: 10/21/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Thyroid nodules affect up to 65% of the population. Although fine needle aspirate (FNA) cytology is the gold standard for diagnosis, 15-30% of results are indeterminate. Molecular testing may aid in the diagnosis of nodules and potentially reduce unnecessary surgery. However, these tests are associated with significant costs. The objective of this study was to evaluate the cost-effectiveness of Afirma, a commercially available molecular test, in cytologically indeterminate thyroid nodules. METHODS The base case was a solitary thyroid nodule with no additional high-risk features and an indeterminate FNA. Decision tree analysis was performed from the single payer perspective with a 1-year time horizon. Costing data were collected through micro-costing methodology. A probabilistic sensitivity analysis was performed. The primary outcome was the incremental cost effectiveness ratio (ICER) of cost per thyroid surgery avoided. RESULTS Over 1 year, mean cost estimates were $8176.28 with 0.58 effectiveness for the molecular testing strategy and $6016.83 with 0.07 effectiveness for current standard management. The ICER was $4234.22 per surgery avoided. At a willingness-to-pay (WTP) threshold of $5000 per surgery avoided, molecular testing is cost-effective with 63% certainty. CONCLUSION This cost-effectiveness analysis suggests utilizing Afirma for indeterminate solitary thyroid nodules is a cost-effective strategy for avoiding unnecessary thyroid surgery. With a $5000 WTP threshold, molecular testing has a 63% chance of being the more cost-effective strategy. The cost effectiveness varies based on the cost of the molecular test and the value of Afirma for patients with indeterminate thyroid nodules depends on the WTP threshold to avoid unnecessary thyroid surgery.
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Affiliation(s)
- Navjit Dharampal
- grid.415290.b0000 0004 0465 4685Section of Thoracic Surgery, Providence Cancer Institute, Portland, USA
| | - Kristine Smith
- grid.223827.e0000 0001 2193 0096Department of Otolaryngology, University of Utah, Salt Lake City, USA
| | - Adrian Harvey
- grid.22072.350000 0004 1936 7697Section of General Surgery, Department of Surgery, University of Calgary, Calgary, Canada ,grid.22072.350000 0004 1936 7697Section of Surgical Oncology, Department of Oncology, University of Calgary, Calgary, Canada
| | - Ralf Paschke
- grid.22072.350000 0004 1936 7697Division of Endocrinology, University of Calgary, Calgary, Canada
| | - Luke Rudmik
- grid.22072.350000 0004 1936 7697Section of Otolaryngology, Department of Surgery, University of Calgary, Foothills Medical Centre, North Tower Rm 1012, 1403 29 St NW, Calgary, AB T2N2T9 Canada
| | - Shamir Chandarana
- grid.22072.350000 0004 1936 7697Section of Otolaryngology, Department of Surgery, University of Calgary, Foothills Medical Centre, North Tower Rm 1012, 1403 29 St NW, Calgary, AB T2N2T9 Canada ,grid.22072.350000 0004 1936 7697Section of Surgical Oncology, Department of Oncology, University of Calgary, Calgary, Canada
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Velez Torres JM, Briski LM, Duarte EM, Sadow PM, Kerr DA, Kryvenko ON. Metastatic Clear Cell Renal Cell Carcinoma Involving the Thyroid Gland: A Clinicopathologic Study of 17 Patients. Int J Surg Pathol 2022; 30:743-752. [PMID: 35253524 PMCID: PMC9427717 DOI: 10.1177/10668969221081729] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/03/2023]
Abstract
Background. Metastatic clear cell renal cell carcinoma (RCC) is one of the most common secondary thyroid malignancies. Diagnosis can be challenging, particularly if presenting many years after initial diagnosis. We reviewed clinicopathologic features and immunoprofile of metastatic clear cell RCC in thyroid. Design. We identified 17 patients from 2003-2021. Clinical data were obtained from medical records, and slides were retrieved and reviewed. Results. Seventeen patients (12 male and 5 female) included 12 thyroidectomies, 3 core biopsies, 1 excisional biopsy, and 1 fine-needle aspiration. The average patient age was 68.7 years (range, 45-88 years). Sixteen patients had history of clear cell RCC, and in 1 patient, the clear cell RCC was discovered after the thyroid metastasis was found. Thyroid gland metastases were on average diagnosed 90.7 months after the diagnosis of the renal primary (range, 24-240 months). Patients presented with a new palpable mass (n = 11) or dyspnea/stridor (n = 1). Five tumors were incidentally found via surveillance imaging. In 2 patients, metastases occurred within follicular thyroid neoplasms. All metastases showed conspicuous sinusoidal vasculature between the tumor nests and areas of myxoid degeneration. A prominent thick fibromuscular pseudocapsule was evident in 10 resections. Immunohistochemistry (n = 5) showed that the metastases were positive for PAX8, CA9, and CD10, while negative for keratin 7, thyroglobulin, and TTF1. Conclusions. Metastatic clear cell RCC involving the thyroid gland is infrequent and typically occurs remotely after the initial diagnosis. Cytologic and histologic features may show significant overlap with primary thyroid lesions. Immunohistochemistry can help reliably distinguish metastases from primary thyroid neoplasms.
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Affiliation(s)
- Jaylou M. Velez Torres
- Department of Pathology and Laboratory Medicine, University of Miami Miller School of Medicine, Miami, FL
| | - Laurence M. Briski
- Department of Pathology and Laboratory Medicine, University of Miami Miller School of Medicine, Miami, FL
| | | | - Peter M. Sadow
- Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston, MA
| | - Darcy A. Kerr
- Department of Pathology and Laboratory Medicine, Dartmouth-Hitchcock Medical Center, Lebanon, NH and Geisel School of Medicine at Dartmouth, Hanover, NH
| | - Oleksandr N. Kryvenko
- Department of Pathology and Laboratory Medicine, University of Miami Miller School of Medicine, Miami, FL
- Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL
- Department of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL
- Silvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL
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Gild ML, Chan M, Gajera J, Lurie B, Gandomkar Z, Clifton-Bligh RJ. Risk stratification of indeterminate thyroid nodules using ultrasound and machine learning algorithms. Clin Endocrinol (Oxf) 2022; 96:646-652. [PMID: 34642976 DOI: 10.1111/cen.14612] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Revised: 09/02/2021] [Accepted: 09/21/2021] [Indexed: 12/17/2022]
Abstract
BACKGROUND Indeterminate thyroid nodules (Bethesda III) are challenging to characterize without diagnostic surgery. Auxiliary strategies including molecular analysis, machine learning models, and ultrasound grading with Thyroid Imaging, Reporting and Data System (TI-RADS) can help to triage accordingly, but further refinement is needed to prevent unnecessary surgeries and increase positive predictive values. DESIGN Retrospective review of 88 patients with Bethesda III nodules who had diagnostic surgery with final pathological diagnosis. MEASUREMENTS Each nodule was retrospectively scored through TI-RADS. Two deep learning models were tested, one previously developed and trained on another data set, mainly containing determinate cases and then validated on our data set while the other one trained and tested on our data set (indeterminate cases). RESULTS The mean TI-RADS score was 3 for benign and 4 for malignant nodules (p = .0022). Radiological high risk (TI-RADS 4,5) and low risk (TI-RADS 2,3) categories were established. The PPV for the high radiological risk category in those with >10 mm nodules was 85% (CI: 70%-93%). The NPV for low radiological risk in patients >60 years (mean age was 100% (CI: 83%-100%). The area under the curve (AUC) value of our novel classifier was 0.75 (CI: 0.62-0.84) and differed significantly from the chance-level (p < .00001). CONCLUSIONS Novel radiomic and radiologic strategies can be employed to assist with preoperative diagnosis of indeterminate thyroid nodules.
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Affiliation(s)
- Matti Lauren Gild
- Northern Clinical School, Faculty of Health and Medicine, University of Sydney, Australia
- Department of Endocrinology and Diabetes, Royal North Shore Hospital, Sydney, Australia
| | - Mico Chan
- Department of Radiology, Royal North Shore Hospital, Sydney, Australia
| | - Jay Gajera
- Department of Radiology, Royal North Shore Hospital, Sydney, Australia
| | - Brett Lurie
- Department of Radiology, Royal North Shore Hospital, Sydney, Australia
| | - Ziba Gandomkar
- Discipline of Clinical Imaging, Faculty of Medicine and Health, University of Sydney, Sydney, Australia
| | - Roderick J Clifton-Bligh
- Northern Clinical School, Faculty of Health and Medicine, University of Sydney, Australia
- Department of Endocrinology and Diabetes, Royal North Shore Hospital, Sydney, Australia
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7
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White MK, Thedinger WB, Dhingra JK. Long-term Follow-up of Cytologically Indeterminate Thyroid Nodules Found Benign on Molecular Testing: A Validation Study. OTO Open 2022; 6:2473974X221083542. [PMID: 35321424 PMCID: PMC8935552 DOI: 10.1177/2473974x221083542] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 02/08/2022] [Indexed: 11/16/2022] Open
Abstract
Objective Molecular testing has revolutionized management of indeterminate thyroid nodules (Bethesda categories III and IV). Few studies have attempted to validate the negative predictive value of molecular tests. Using long-term observation as a surrogate for surgical resection, we sought to examine the false-negative rate of “benign” indeterminate thyroid nodules on molecular testing. Study Design Case series with retrospective data collection and chart review. Setting Large community-based practice with multiple satellite offices. Methods All patients with thyroid nodules that underwent ultrasound-guided fine-needle aspiration biopsy between 2013 and 2019 were evaluated through retrospective analysis. Cytologically indeterminate nodules reflexively underwent molecular testing to guide clinical management. Observation was recommended for lesions with benign molecular testing, and these nodules were followed clinically and by ultrasound. Results A total of 2011 nodules underwent fine-needle aspiration, of which 280 (14%) were indeterminate thyroid nodules. Of those 280 nodules, 100 (36%) were benign on molecular testing. Three samples were excluded from analysis due to patient deaths from unrelated causes. Surgical resection was recommended in 16 of the 97 nodules (17%), with the majority due to size and compressive symptoms. Histopathology was available in 14 nodules that underwent surgery, with 1 demonstrating minimally invasive follicular carcinoma. Conclusion While molecular testing is safe to use in guiding management of indeterminate thyroid nodules, consideration of individualized clinical factors and close long-term follow-up remains paramount.
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Affiliation(s)
- Michelle K. White
- Department of Otolaryngology–Head and Neck Surgery, Tufts Medical Center, Boston, Massachusetts, USA
| | | | - Jagdish K. Dhingra
- Department of Otolaryngology–Head and Neck Surgery, Tufts Medical Center, Boston, Massachusetts, USA
- ENT Specialists, Inc, Brockton, Massachusetts, USA
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Aggressive Papillary Thyroid Carcinoma Presenting with Metastasis to the Pancreas. Case Rep Endocrinol 2022; 2022:5355419. [PMID: 35096430 PMCID: PMC8794687 DOI: 10.1155/2022/5355419] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 01/08/2022] [Indexed: 11/17/2022] Open
Abstract
Papillary thyroid cancer is the most common type of thyroid cancer. Aggressive forms tend to metastasize to the lungs and bones, but the abdomen is a rare site of metastasis. We present a 46-year-old male patient who presented with a neck mass associated with shortness of breath and hemoptysis. He was found to have a large thyroid mass on imaging. He underwent a total thyroidectomy with bilateral neck dissection, with pathology showing a multifocal tall cell variant of papillary thyroid carcinoma with lymphovascular invasion in both thyroid lobes. Due to recurrent findings of residual thyroid tissue on whole-body scan imaging, the patient underwent radioactive iodine ablation therapy twice, with poor response to therapy, suggested by persistently elevated thyroglobulin levels. However, the residual tissue responded to external beam radiation. After the initial response to radiation, thyroglobulin was noted to have increased again, prompting a PET-CT after administration of recombinant TSH. PET showed a focal area of increased uptake in the head of the pancreas. The patient underwent the Whipple procedure for resection of the metastasis. Pathology showed papillary thyroid carcinoma with strong and diffuse staining for TTF-1 and thyroglobulin. The patient was started on lenvatinib in the postoperative period and is currently tolerating treatment well with evidence of decreasing thyroglobulin levels. Intra-abdominal metastasis from a thyroid malignancy source is quite rare and can be challenging as far as diagnosis and treatment. Surgical resection can be curative and can be followed by radioactive iodine ablation therapy if cancer cells show avidity. Tyrosine kinase inhibitors can be used in refractory disease. New research is being conducted on new agents that can reverse the resistance to radioactive iodine therapy.
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Thyroid and Molecular Testing. Advances in Thyroid Molecular Cytopathology. JOURNAL OF MOLECULAR PATHOLOGY 2021. [DOI: 10.3390/jmp2020008] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Thyroid nodules are a common finding in the adult population including the fact that more than 50% of individuals, over the age of 60, have thyroid nodules. The majority have been mostly detected with ultrasonography and 10% by palpation. The majority of these nodules are benign, whereas 5–15% of them are malignant. The pre-operative diagnosis of cancer is a critical challenge in order to ensure that each patient can be treated with the best tailored management with a reduction of unnecessary surgery for benign lesions. Fine needle aspiration cytology (FNAC) represents the first and most important diagnostic tool for the evaluation of thyroid lesions. According to the literature, FNAC is able to render a conclusive diagnosis in up to 70–80% of all cases. For the remaining 20–30% of nodules, cytological diagnoses fall into the category of indeterminate lesions mostly due to the lack of specific morphological features. According to the Bethesda system for reporting thyroid cytopathology (TBSRTC), indeterminate lesions can be sub-stratified into three different subcategories including “atypia of undetermined significance/follicular lesion of undetermined significance-AUS/FLUS”; “follicular or Hürthle cell neoplasm/suspicious for follicular or Hürthle cell neoplasm-FN/SFN”; and “suspicious for malignancy-SFM”. Many of these indeterminate lesions undergo repetition or diagnostic lobectomy. Nonetheless, the majority of these cases will have a benign diagnosis due to the fact that the rate of cancer ranges between 6 and 30%. It stands to reason that the application of ancillary technique, mostly molecular testing, emerged as a critical additional tool for those thyroid indeterminate lesions. Since the early 1990s, material collected from cytological samples yields sufficient and adequate cells for the detection of point mutation or gene fusions. Nonetheless, the further availability of new sequencing technologies such as next-generation sequencing (NGS) has led to more comprehensive molecular applications adopted now in clinical use. The current review investigates the multiple advances in the field of molecular testing applied in thyroid cytology.
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10
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Supplitt S, Karpinski P, Sasiadek M, Laczmanska I. Current Achievements and Applications of Transcriptomics in Personalized Cancer Medicine. Int J Mol Sci 2021; 22:1422. [PMID: 33572595 PMCID: PMC7866970 DOI: 10.3390/ijms22031422] [Citation(s) in RCA: 58] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Revised: 01/19/2021] [Accepted: 01/21/2021] [Indexed: 12/12/2022] Open
Abstract
Over the last decades, transcriptome profiling emerged as one of the most powerful approaches in oncology, providing prognostic and predictive utility for cancer management. The development of novel technologies, such as revolutionary next-generation sequencing, enables the identification of cancer biomarkers, gene signatures, and their aberrant expression affecting oncogenesis, as well as the discovery of molecular targets for anticancer therapies. Transcriptomics contribute to a change in the holistic understanding of cancer, from histopathological and organic to molecular classifications, opening a more personalized perspective for tumor diagnostics and therapy. The further advancement on transcriptome profiling may allow standardization and cost reduction of its analysis, which will be the next step for transcriptomics to become a canon of contemporary cancer medicine.
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Affiliation(s)
- Stanislaw Supplitt
- Department of Genetics, Wroclaw Medical University, Marcinkowskiego 1, 50-368 Wroclaw, Poland; (P.K.); (M.S.); (I.L.)
| | - Pawel Karpinski
- Department of Genetics, Wroclaw Medical University, Marcinkowskiego 1, 50-368 Wroclaw, Poland; (P.K.); (M.S.); (I.L.)
- Laboratory of Genomics and Bioinformatics, Hirszfeld Institute of Immunology and Experimental Therapy, Polish Academy of Sciences, Weigla 12, 53-114 Wroclaw, Poland
| | - Maria Sasiadek
- Department of Genetics, Wroclaw Medical University, Marcinkowskiego 1, 50-368 Wroclaw, Poland; (P.K.); (M.S.); (I.L.)
| | - Izabela Laczmanska
- Department of Genetics, Wroclaw Medical University, Marcinkowskiego 1, 50-368 Wroclaw, Poland; (P.K.); (M.S.); (I.L.)
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Yoon J, Lee E, Kang SW, Han K, Park VY, Kwak JY. Implications of US radiomics signature for predicting malignancy in thyroid nodules with indeterminate cytology. Eur Radiol 2021; 31:5059-5067. [PMID: 33459858 DOI: 10.1007/s00330-020-07670-3] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Revised: 11/16/2020] [Accepted: 12/23/2020] [Indexed: 12/13/2022]
Abstract
OBJECTIVES The purpose of this study was to evaluate the role of the radiomics score using US images to predict malignancy in AUS/FLUS and FN/SFN nodules. METHODS One hundred fifty-five indeterminate thyroid nodules in 154 patients who received initial US-guided FNA for diagnostic purposes were included in this retrospective study. A representative US image of each tumor was acquired, and square ROIs covering the whole nodule were drawn using the Paint program of Windows 7. Texture features were extracted by in-house texture analysis algorithms implemented in MATLAB 2019b. The LASSO logistic regression model was used to choose the most useful predictive features, and ten-fold cross-validation was performed. Two prediction models were constructed using multivariable logistic regression analysis: one based on clinical variables, and the other based on clinical variables with the radiomics score. Predictability of the two models was assessed with the AUC of the ROC curves. RESULTS Clinical characteristics did not significantly differ between malignant and benign nodules, except for mean nodule size. Among 730 candidate texture features generated from a single US image, 15 features were selected. Radiomics signatures were constructed with a radiomics score, using selected features. In multivariable logistic regression analysis, higher radiomics score was associated with malignancy (OR = 10.923; p < 0.001). The AUC of the malignancy prediction model composed of clinical variables with the radiomics score was significantly higher than the model composed of clinical variables alone (0.839 vs 0.583). CONCLUSIONS Quantitative US radiomics features can help predict malignancy in thyroid nodules with indeterminate cytology.
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Affiliation(s)
- Jiyoung Yoon
- Department of Radiology, Research Institute of Radiological Science, and Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, South Korea
| | - Eunjung Lee
- Department of Computational Science and Engineering, Yonsei University, Seoul, South Korea
| | - Sang-Wook Kang
- Department of Surgery, Yonsei University, College of Medicine, Seoul, South Korea
| | - Kyunghwa Han
- Department of Radiology, Research Institute of Radiological Science, and Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, South Korea
| | - Vivian Youngjean Park
- Department of Radiology, Research Institute of Radiological Science, and Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, South Korea
| | - Jin Young Kwak
- Department of Radiology, Research Institute of Radiological Science, and Center for Clinical Imaging Data Science, Yonsei University College of Medicine, Seoul, South Korea.
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Livhits MJ, Zhu CY, Kuo EJ, Nguyen DT, Kim J, Tseng CH, Leung AM, Rao J, Levin M, Douek ML, Beckett KR, Cheung DS, Gofnung YA, Smooke-Praw S, Yeh MW. Effectiveness of Molecular Testing Techniques for Diagnosis of Indeterminate Thyroid Nodules: A Randomized Clinical Trial. JAMA Oncol 2021; 7:70-77. [PMID: 33300952 DOI: 10.1001/jamaoncol.2020.5935] [Citation(s) in RCA: 88] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Importance Approximately 20% of thyroid nodules display indeterminate cytology. Molecular testing can refine the risk of malignancy and reduce the need for diagnostic hemithyroidectomy. Objective To compare the diagnostic performance between an RNA test (Afirma genomic sequencing classifier) and DNA-RNA test (ThyroSeq v3 multigene genomic classifier). Design, Setting, and Participants This parallel randomized clinical trial of monthly block randomization included patients in the UCLA Health system who underwent thyroid biopsy from August 2017 to January 2020 with indeterminate cytology (Bethesda System for Reporting Thyroid Cytopathology category III or IV). Interventions Molecular testing with the RNA test or DNA-RNA test. Main Outcomes and Measures Diagnostic test performance of the RNA test compared with the DNA-RNA test. The secondary outcome was comparison of test performance with prior versions of the molecular tests. Results Of 2368 patients, 397 were eligible for inclusion based on indeterminate cytology, and 346 (median [interquartile range] age, 55 [44-67] years; 266 [76.9%] women) were randomized to 1 of the 2 tests. In the total cohort assessed for eligibility, 3140 thyroid nodules were assessed, and 427 (13.6%) nodules were cytologically indeterminate. The prevalence of malignancy was 20% among indeterminate nodules. The benign call rate was 53% (95% CI, 47%-61%) for the RNA test and 61% (95% CI, 53%-68%) for the DNA-RNA test. The specificities of the RNA test and DNA-RNA test were 80% (95% CI, 72%-86%) and 85% (95% CI, 77%-91%), respectively (P = .33); the positive predictive values (PPV) of the RNA test and DNA-RNA test were 53% (95% CI, 40%-67%) and 63% (95% CI, 48%-77%), respectively (P = .33). The RNA test exhibited a higher PPV compared with the prior test version (Afirma gene expression classifier) (54% [95% CI, 40%-67%] vs 38% [95% CI, 27%-48%]; P = .01). The DNA-RNA test had no statistically significant difference in PPV compared with its prior version (ThyroSeq v2 next-generation sequencing) (63% [95% CI, 48%-77%] vs 58% [95% CI, 43%-73%]; P = .75). Diagnostic thyroidectomy was avoided in 87 (51%) patients tested with the RNA test and 83 (49%) patients tested with the DNA-RNA test. Surveillance ultrasonography was available for 90 nodules, of which 85 (94%) remained stable over a median of 12 months follow-up. Conclusions and Relevance Both the RNA test and DNA-RNA test displayed high specificity and allowed 49% of patients with indeterminate nodules to avoid diagnostic surgery. Although previous trials demonstrated that the prior version of the DNA-RNA test was more specific than the prior version of the RNA test, the current molecular test techniques have no statistically significant difference in performance. Trial Registration ClinicalTrials.gov Identifier: NCT02681328.
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Affiliation(s)
- Masha J Livhits
- Section of Endocrine Surgery, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Catherine Y Zhu
- Section of Endocrine Surgery, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Eric J Kuo
- Section of Endocrine Surgery, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Dalena T Nguyen
- Section of Endocrine Surgery, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Jiyoon Kim
- Department of Biostatistics, Fielding School of Public Health, University of California, Los Angeles
| | - Chi-Hong Tseng
- Department of Medicine, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Angela M Leung
- Division of Endocrinology, Diabetes & Metabolism, David Geffen School of Medicine at UCLA, Los Angeles, California.,Division of Endocrinology, Diabetes, and Metabolism, VA Greater Los Angeles Healthcare System, Los Angeles, California
| | - Jianyu Rao
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Mary Levin
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Michael L Douek
- Department of Radiology, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Katrina R Beckett
- Department of Radiology, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Dianne S Cheung
- Division of Endocrinology, Diabetes & Metabolism, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Yaroslav A Gofnung
- Division of Endocrinology, Diabetes & Metabolism, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Stephanie Smooke-Praw
- Division of Endocrinology, Diabetes & Metabolism, David Geffen School of Medicine at UCLA, Los Angeles, California
| | - Michael W Yeh
- Section of Endocrine Surgery, David Geffen School of Medicine at UCLA, Los Angeles, California
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Arosemena M, Thekkumkattil A, Valderrama ML, Kuker R, Castillo RP, Sidani C, Gonzalez ML, Casula S, Kargi AY. American Thyroid Association Sonographic Risk and Afirma Gene Expression Classifier Alone and in Combination for the Diagnosis of Thyroid Nodules with Bethesda Category III Cytology. Thyroid 2020; 30:1613-1619. [PMID: 32364010 DOI: 10.1089/thy.2019.0673] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Background: The Afirma gene expression classifier (GEC) has been used to aid in the diagnosis and management of thyroid nodules having Bethesda category III fine-needle aspiration cytologic diagnosis (B3 nodules). The American Thyroid Association sonographic risk stratification system for thyroid nodules (ATA-US) may stratify B3 nodules and aid in the decision to order a molecular test. The aim of this study was to assess the association between ATA-US and GEC as well as to determine their individual and combined diagnostic performances when applied to B3 nodules. Methods: A retrospective single-center study included B3 nodules that had undergone evaluation by GEC. Each ultrasound was reviewed by three radiologists, and nodules were classified using the 2015 ATA sonographic risk categories. Nodules were determined to be benign or malignant based on surgical pathology or minimum 11 months of follow-up. Positive predictive values (PPV) and negative predictive values (NPV) were calculated for GEC, ATA-US, and GEC across all ATA-US categories. Results: One hundred twenty-six B3 nodules with GEC results were included and deemed benign or malignant based on final pathology or follow-up. Prevalence of malignancy was 32%. The rate of malignancy was similar in the ATA-US high suspicion (HS) and intermediate suspicion (IS) categories at 42% and 38%, respectively; and lower in nodules with low suspicion sonography (LS) and very low suspicion sonography (VLS) at 23% and 11%, respectively. The PPV and NPV of ATA-US was calculated by designating HS or IS sonography as a "positive" test and the lower risk categories as "negative." ATA-US had a PPV of 40% and NPV of 79%. The GEC PPV was 40% and NPV was 83%. The PPV of GEC was 50% in nodules with HS or IS ATA-US and lower at 28% and 20%, respectively, in LS and VLS nodules. The NPV of GEC was 80% in HS, 77% in IS, 84% in LS, and 100% in VLS sonography categories. Conclusions: In B3 nodules, ATA-US and GEC have similar diagnostic performance. The PPV of GEC varies across ATA-US categories, while the NPV remains similar. These data support the need for future prospective studies.
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Affiliation(s)
- Marilyn Arosemena
- Department of Medicine, Jackson Memorial Hospital, Miami, Florida, USA
| | - Anu Thekkumkattil
- Division of Endocrinology, Jackson Memorial Hospital, University of Miami, Miami, Florida, USA
| | | | - Russ Kuker
- Department of Radiology, University of Miami, Miami, Florida, USA
| | | | - Charif Sidani
- Department of Radiology, University of Miami, Miami, Florida, USA
| | | | - Sabina Casula
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
- Department of Endocrinology, Miami Veterans Affairs Healthcare System, Miami, Florida, USA
| | - Atil Yilmaz Kargi
- Division of Endocrinology, Diabetes and Metabolism, Department of Medicine, University of Miami Miller School of Medicine, Miami, Florida, USA
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14
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Endo M, Porter K, Long C, Azaryan I, Phay JE, Ringel MD, Sipos JA, Nabhan F. Features of Cytologically Indeterminate Molecularly Benign Nodules Treated With Surgery. J Clin Endocrinol Metab 2020; 105:5890166. [PMID: 32772084 PMCID: PMC7497819 DOI: 10.1210/clinem/dgaa506] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 08/03/2020] [Indexed: 12/23/2022]
Abstract
BACKGROUND Most cytologically indeterminate thyroid nodules (ITNs) with benign molecular testing are not surgically removed. The data on clinical outcomes of these nodules are limited. METHODS We retrospectively analyzed all ITNs where molecular testing was performed either with the Afirma gene expression classifier or Afirma gene sequencing classifier between 2011 and 2018 at a single institution. RESULTS Thirty-eight out of 289 molecularly benign ITNs were ultimately resected. The most common reason for surgery was compressive symptoms (39%). In multivariable modeling, patients aged <40 years, nodules ≥3 cm, presence of an Afirma suspicious nodule other than the index nodule, and compressive symptoms were associated with higher surgery rates with hazard ratios for surgery of 3.5 (P < 0.001), 3.2 (P < 0.001), 16.8 (P < 0.001), and 7.31 (P < 0.001), respectively. Of resected nodules, 5 were malignant. False-negative rate (FNR) was 1.7%, presuming all unresected nodules were truly benign and 13.2% restricting analysis to resected cases. The FNR was significantly higher in nodules with a high-risk sonographic appearance for cancer (American Thyroid Association high-risk classification and American College of Radiology Thyroid Imaging Reporting and Data Systems score of 5) compared with nodules with all other sonographic categories (11.8% vs 1.1%; P = 0.03 and 11.1% vs 1.1%; P = 0.02, respectively). CONCLUSIONS Younger age, larger nodule size, presence of an Afirma suspicious nodule other than the index nodule, and compressive symptoms were associated with a higher rate of surgery. The FNR of benign Afirma was significantly higher in nodules with high-risk sonographic features.
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Affiliation(s)
- Mayumi Endo
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
- Division of Metabolism, Endocrinology, and Nutrition, University of Washington, Seattle, Washington
| | - Kyle Porter
- Center for Biostatistics, Department of Biomedical Informatics, The Ohio State University, Columbus, Ohio
| | - Clarine Long
- The Ohio State University, College of Medicine, Columbus, Ohio
| | - Irina Azaryan
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - John E Phay
- Department of Surgery, The Ohio State University Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
| | - Matthew D Ringel
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Jennifer A Sipos
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Fadi Nabhan
- Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
- Correspondence and Reprint Requests: Fadi Nabhan, MD, Division of Endocrinology, Diabetes and Metabolism, The Ohio State University, 1581 Dodd Drive, Columbus, OH 43210, USA. E-mail:
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15
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San Martin VT, Lawrence L, Bena J, Madhun NZ, Berber E, Elsheikh TM, Nasr CE. Real-world Comparison of Afirma GEC and GSC for the Assessment of Cytologically Indeterminate Thyroid Nodules. J Clin Endocrinol Metab 2020; 105:5607535. [PMID: 31665322 DOI: 10.1210/clinem/dgz099] [Citation(s) in RCA: 47] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 10/05/2019] [Indexed: 11/19/2022]
Abstract
CONTEXT Molecular tests have improved the accuracy of preoperative diagnosis of indeterminate thyroid nodules. The Afirma Gene Sequencing Classifier (GSC) was developed to improve the specificity of the Gene Expression Classifier (GEC). Independent studies are needed to assess the performance of GSC. OBJECTIVE The aim was to compare the performance of GEC and GSC in the assessment of indeterminate nodules. DESIGN, SETTINGS, AND PARTICIPANTS Retrospective analysis of Bethesda III and IV nodules tested with GEC or GSC in an academic center between December 2011 and September 2018. Benign call rates (BCRs) and surgical outcomes were compared. Histopathologic data were collected on nodules that were surgically resected to calculate measures of test performance. RESULTS The BCR was 41% (73/178) for GEC and 67.8% (82/121) for GSC (P < .001). Among specimens with dominant Hürthle cell cytology, the BCR was 22% (6/27) for GEC and 63.2% (12/19) for GSC (P = .005). The overall surgery rate decreased from 47.8% in the GEC group to 34.7% in the GSC group (P = .025). One GEC-benign and 3 GSC-benign nodules proved to be malignant on surgical excision. GSC had a statistically significant higher specificity (94% vs 60%, P < .001) and positive predictive value (PPV) (85.3% vs 40%, P < .001) than GEC. While sensitivity and negative predictive value (NPV) dropped with GSC (97.0% vs 90.6% and 98.6% vs 96.3%, respectively), these differences were not significant. CONCLUSIONS GSC reclassified more indeterminate nodules as benign and improved the specificity and PPV of the test. These enhancements appear to be resulting in fewer diagnostic surgeries.
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Affiliation(s)
- Vicente T San Martin
- Department of Endocrinology, Diabetes and Metabolism, Cleveland Clinic, Cleveland, Ohio
| | - Lima Lawrence
- Department of Endocrinology, Diabetes and Metabolism, Cleveland Clinic, Cleveland, Ohio
| | - James Bena
- Department of Quantitative Health Science, Cleveland Clinic, Cleveland, Ohio
| | - Nabil Z Madhun
- Department of Endocrinology, Diabetes and Metabolism, Cleveland Clinic, Cleveland, Ohio
| | - Eren Berber
- Department of Endocrine Surgery, Cleveland Clinic, Cleveland, Ohio
| | | | - Christian E Nasr
- Department of Endocrinology, Diabetes and Metabolism, Cleveland Clinic, Cleveland, Ohio
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16
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Patel KN, Angell TE, Babiarz J, Barth NM, Blevins T, Duh QY, Ghossein RA, Harrell RM, Huang J, Kennedy GC, Kim SY, Kloos RT, LiVolsi VA, Randolph GW, Sadow PM, Shanik MH, Sosa JA, Traweek ST, Walsh PS, Whitney D, Yeh MW, Ladenson PW. Performance of a Genomic Sequencing Classifier for the Preoperative Diagnosis of Cytologically Indeterminate Thyroid Nodules. JAMA Surg 2019; 153:817-824. [PMID: 29799911 DOI: 10.1001/jamasurg.2018.1153] [Citation(s) in RCA: 215] [Impact Index Per Article: 43.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Importance Use of next-generation sequencing of RNA and machine learning algorithms can classify the risk of malignancy in cytologically indeterminate thyroid nodules to limit unnecessary diagnostic surgery. Objective To measure the performance of a genomic sequencing classifier for cytologically indeterminate thyroid nodules. Design, Setting, and Participants A blinded validation study was conducted on a set of cytologically indeterminate thyroid nodules collected by fine-needle aspiration biopsy between June 2009 and December 2010 from 49 academic and community centers in the United States. All patients underwent surgery without genomic information and were assigned a histopathology diagnosis by an expert panel blinded to all genomic information. There were 210 potentially eligible thyroid biopsy samples with Bethesda III or IV indeterminate cytopathology that constituted a cohort previously used to validate the gene expression classifier. Of these, 191 samples (91.0%) had adequate residual RNA for validation of the genomic sequencing classifier. Algorithm development and independent validation occurred between August 2016 and May 2017. Exposures Thyroid nodule surgical histopathology diagnosis by an expert panel blinded to all genomic data. Main Outcomes and Measures The primary end point was measurement of genomic sequencing classifier sensitivity, specificity, and negative and positive predictive values in biopsies from Bethesda III and IV nodules. The secondary end point was measurement of classifier performance in biopsies from Bethesda II, V, and VI nodules. Results Of the 183 included patients, 142 (77.6%) were women, and the mean (range) age was 51.7 (22.0-85.0) years. The genomic sequencing classifier had a sensitivity of 91% (95% CI, 79-98) and a specificity of 68% (95% CI, 60-76). At 24% cancer prevalence, the negative predictive value was 96% (95% CI, 90-99) and the positive predictive value was 47% (95% CI, 36-58). Conclusions and Relevance The genomic sequencing classifier demonstrates high sensitivity and accuracy for identifying benign nodules. Its 36% increase in specificity compared with the gene expression classifier potentially increases the number of patients with benign nodules who can safely avoid unnecessary diagnostic surgery.
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Affiliation(s)
- Kepal N Patel
- Division of Endocrine Surgery, Department of Surgery, New York University Langone Medical Center, New York
| | - Trevor E Angell
- Division of Endocrinology, Diabetes, and Hypertension, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Joshua Babiarz
- Department of Research and Development, Veracyte Inc, San Francisco, California
| | - Neil M Barth
- Department of Medical Affairs, Veracyte Inc, San Francisco, California.,Department of Clinical Affairs, Veracyte Inc, San Francisco, California
| | | | - Quan-Yang Duh
- Section of Endocrine Surgery, Department of Surgery, University of California, San Francisco
| | - Ronald A Ghossein
- Division of Head and Neck Pathology, Department of Pathology, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - R Mack Harrell
- The Memorial Center for Integrative Endocrine Surgery, Hollywood, Florida.,The Memorial Center for Integrative Endocrine Surgery, Weston, Florida.,The Memorial Center for Integrative Endocrine Surgery, Boca Raton, Florida
| | - Jing Huang
- Department of Research and Development, Veracyte Inc, San Francisco, California
| | - Giulia C Kennedy
- Department of Research and Development, Veracyte Inc, San Francisco, California
| | - Su Yeon Kim
- Department of Research and Development, Veracyte Inc, San Francisco, California
| | - Richard T Kloos
- Department of Medical Affairs, Veracyte Inc, San Francisco, California
| | - Virginia A LiVolsi
- Anatomic Pathology Division, Department of Pathology and Laboratory Medicine, University of Pennsylvania School of Medicine, Philadelphia
| | - Gregory W Randolph
- Division of Thyroid and Parathyroid Endocrine Surgery, Department of Otolaryngology, Massachusetts Eye and Ear Infirmary, Harvard Medical School, Boston
| | - Peter M Sadow
- Head and Neck Pathology Subspecialty, Department of Pathology, Massachusetts General Hospital, Harvard Medical School, Boston
| | | | - Julie A Sosa
- Section of Endocrine Surgery, Department of Surgery, Duke Cancer Institute, Duke University Medical Center, Durham, North Carolina
| | | | - P Sean Walsh
- Department of Research and Development, Veracyte Inc, San Francisco, California
| | - Duncan Whitney
- Department of Research and Development, Veracyte Inc, San Francisco, California
| | - Michael W Yeh
- Department of Surgery, Endocrine Surgery Program, David Geffen School of Medicine at UCLA, University of California, Los Angeles
| | - Paul W Ladenson
- Division of Endocrinology, Diabetes, and Metabolism, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland
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17
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Rossi ED, Larocca LM, Pantanowitz L. Ancillary molecular testing of indeterminate thyroid nodules. Cancer Cytopathol 2019; 126 Suppl 8:654-671. [PMID: 30156775 DOI: 10.1002/cncy.22012] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2018] [Revised: 04/11/2018] [Accepted: 04/11/2018] [Indexed: 12/11/2022]
Abstract
Cytological specimens from thyroid nodules are increasingly being adopted as the first available material for cost effectively managing patients in the era of personalized medicine. Cytology aspirates not only play a central role in providing accurate diagnoses, but are also being collected for ancillary molecular testing. Molecular analysis, including the evaluation of somatic mutations and other genomic alterations, has accordingly become well integrated in the cytological workup of thyroid lesions. Appropriately handled thyroid cytology preparations provide well-preserved and adequately cellular material with improved DNA/RNA quantity. The recent publication of the 2nd edition of The Bethesda System for Reporting Thyroid Cytopathology and the American Thyroid Association guidelines confirm the relevant role of molecular testing in the management of the different subcategories of indeterminate thyroid lesions. This review discusses the role of molecular testing for indeterminate thyroid nodules, including the recent introduction of the noninvasive, encapsulated follicular variant of papillary thyroid carcinoma (FVPTC), known also as noninvasive follicular neoplasm with papillary-like nuclear features (NIFTP).
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Affiliation(s)
- Esther Diana Rossi
- Istituto di Anatomia Patologica, Fondazione Policlinico Universitario, "Agostino Gemelli" Università Cattolica del Sacro Cuore, Rome, Italy
| | - Luigi Maria Larocca
- Istituto di Anatomia Patologica, Fondazione Policlinico Universitario, "Agostino Gemelli" Università Cattolica del Sacro Cuore, Rome, Italy
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh
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18
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Rossi ED, Pantanowitz L, Faquin WC. The Role of Molecular Testing for the Indeterminate Thyroid FNA. Genes (Basel) 2019; 10:genes10100736. [PMID: 31547603 PMCID: PMC6826845 DOI: 10.3390/genes10100736] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2019] [Revised: 09/13/2019] [Accepted: 09/18/2019] [Indexed: 01/21/2023] Open
Abstract
Thyroid nodules are common in the adult population where a majority are benign and only 4.0% to 6.5% are malignant. Fine needle aspiration (FNA) is a key method used in the early stages to evaluate and triage patients with thyroid nodules. While a definitive cytological diagnosis is provided in more than 70–75% of all thyroid FNA cases, the group of indeterminate lesions offers a challenge in terms of interpretation and clinical management. Molecular testing platforms have been developed, are recognized as an option by the 2015 American Thyroid Association Guidelines, and are frequently used in conjunction with FNA as an integral part of the cytologic evaluation. In this review, the utility of molecular testing options for nodules assigned to the group of indeterminate thyroid FNAs is described.
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Affiliation(s)
- Esther Diana Rossi
- Division of Anatomic Pathology and Histology, Catholic University of Sacred Heart, 00168 Rome, Italy.
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh Medical Center, Pittsburgh, PA 15232, USA.
| | - William C Faquin
- Department of Pathology, Massachusetts General Hospital and Harvard Medical School, Boston, MA 02114, USA.
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19
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Endo M, Nabhan F, Porter K, Roll K, Shirley LA, Azaryan I, Tonkovich D, Perlick J, Ryan LE, Khawaja R, Meng S, Phay JE, Ringel MD, Sipos JA. Afirma Gene Sequencing Classifier Compared with Gene Expression Classifier in Indeterminate Thyroid Nodules. Thyroid 2019; 29:1115-1124. [PMID: 31154940 PMCID: PMC7141558 DOI: 10.1089/thy.2018.0733] [Citation(s) in RCA: 68] [Impact Index Per Article: 13.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Background: The Afirma Gene Expression Classifier (GEC) has been used to further characterize cytologically indeterminate (cyto-I) thyroid nodules into either benign or suspicious categories. However, its relatively low positive predictive value (PPV) limited its use as a classifier for patients with suspicious results. The Afirma Gene Sequencing Classifier (GSC) was developed to improve PPV while maintaining a high negative predictive value (NPV), yet real-world assessment of its performance is lacking. Methods: We analyzed all patients who had cyto-I nodules and molecular testing with either GEC or GSC between 2011 and 2018 at a single academic medical center. Clinical information was obtained for 343 GEC-tested nodules and 164 GSC-tested nodules. Results: The GSC had a statistically significant higher benign call rate (76.2% vs. 48.1%, p < 0.001), PPV (60.0% vs. 33.3%, p = 0.01), and specificity (94.3% vs. 61.4%, p < 0.001) than the GEC. Improvement was statistically significant in both Bethesda III and Bethesda IV nodules. In particular, the benign call rate of GSC was significantly higher in nodules with Hürthle cell changes (88.8% vs. 25.7%, p < 0.01). The rate of surgical intervention in the indeterminate nodule cohort has decreased by 66.4% since switching to the GSC; 52.5% of indeterminate nodules went to surgery while using the GEC compared with 17.6% with the GSC (p < 0.001). This reduction was statistically significant in nodules with Bethesda III diagnoses, demonstrating a 70.9% decrease (GEC 51.3% vs. GSC 14.9%, p < 0.001), and in nodules with Bethesda IV cytology, a 39.2% decrease was noted (GEC 54.8% vs. GSC 33.3%, p = 0.003). Conclusions: Data from a single academic tertiary center show an improved specificity and PPV while maintaining high sensitivity and NPV for GSC compared with GEC. A statistically significant increase in benign call rates was observed in GSC compared with GEC, likely indicating fewer false positive results. After implementation of GSC, surgical interventions have been reduced by 68%.
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MESH Headings
- Adenocarcinoma, Follicular/diagnosis
- Adenocarcinoma, Follicular/genetics
- Adenocarcinoma, Follicular/pathology
- Adenoma, Oxyphilic/diagnosis
- Adenoma, Oxyphilic/genetics
- Adenoma, Oxyphilic/pathology
- Adult
- Aged
- Biopsy, Fine-Needle
- Carcinoma, Papillary/diagnosis
- Carcinoma, Papillary/genetics
- Carcinoma, Papillary/pathology
- Female
- Gene Expression
- Gene Expression Profiling
- Humans
- Male
- Middle Aged
- Predictive Value of Tests
- Retrospective Studies
- Sequence Analysis, DNA
- Thyroid Cancer, Papillary/diagnosis
- Thyroid Cancer, Papillary/genetics
- Thyroid Cancer, Papillary/pathology
- Thyroid Neoplasms/diagnosis
- Thyroid Neoplasms/genetics
- Thyroid Neoplasms/pathology
- Thyroid Nodule/genetics
- Thyroid Nodule/pathology
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Affiliation(s)
- Mayumi Endo
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
- Address correspondence to: Mayumi Endo, MD, Division of Endocrinology, Diabetes, and Metabolism, The Ohio State University and Arthur G. James Cancer Center, 1581 Dodd Drive, Columbus, OH 43210
| | - Fadi Nabhan
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Kyle Porter
- Department of Biomedical Informatics, Center for Biostatistics and Bioinformatics, The Ohio State University, Columbus, Ohio
| | - Katie Roll
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Lawrence A. Shirley
- Division of Surgical Oncology; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Irina Azaryan
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Dena Tonkovich
- Division of Pathology, The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Jeanette Perlick
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Laura E. Ryan
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Raheela Khawaja
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Shumei Meng
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - John E. Phay
- Division of Surgical Oncology; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Matthew D. Ringel
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
| | - Jennifer A. Sipos
- Division of Endocrinology, Diabetes, and Metabolism; The Ohio State University and Arthur G. James Cancer Center, Columbus, Ohio
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Partyka KL, Trevino K, Randolph ML, Cramer H, Wu HH. Risk of malignancy and neoplasia predicted by three molecular testing platforms in indeterminate thyroid nodules on fine-needle aspiration. Diagn Cytopathol 2019; 47:853-862. [DOI: 10.1002/dc.24250] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2019] [Revised: 05/02/2019] [Accepted: 05/23/2019] [Indexed: 02/06/2023]
Affiliation(s)
- Kristen L. Partyka
- Department of Pathology and Laboratory Medicine; Indiana University School of Medicine; Indianapolis Indiana
| | - Karen Trevino
- Department of Pathology and Laboratory Medicine; Indiana University School of Medicine; Indianapolis Indiana
| | - Melissa L. Randolph
- Department of Pathology and Laboratory Medicine; Indiana University School of Medicine; Indianapolis Indiana
| | - Harvey Cramer
- Department of Pathology and Laboratory Medicine; Indiana University School of Medicine; Indianapolis Indiana
| | - Howard H. Wu
- Department of Pathology and Laboratory Medicine; Indiana University School of Medicine; Indianapolis Indiana
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Sistrunk JW, Shifrin A, Frager M, Bardales RH, Thomas J, Fishman N, Goldberg P, Guttler R, Grant E. Clinical impact of testing for mutations and microRNAs in thyroid nodules. Diagn Cytopathol 2019; 47:758-764. [PMID: 31013001 PMCID: PMC6766884 DOI: 10.1002/dc.24190] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Accepted: 04/02/2019] [Indexed: 11/29/2022]
Abstract
Background We report results of a multicenter clinical experience study examining the likelihood of patients with indeterminate thyroid nodules to undergo surgery or have malignant outcome based on multiplatform combination mutation and microRNA testing (MPT). Methods MPT assessed mutations in BRAF, HRAS, KRAS, NRAS, and PIK3CA genes, PAX8/PPARγ, RET/PTC1, and RET/PTC3 gene rearrangements, and the expression of 10 microRNAs. Baseline clinical information at the time of MPT and clinical follow‐up records were reviewed for 337 patients, of which 80% had negative MPT results. Kaplan Meier analysis for cumulative probability of survival without having a surgical procedure or malignant diagnosis over the course of patient follow‐up was determined for MPT results of 180 patients, among which only 14% had malignancy. Results A negative MPT result in nodules with Bethesda III or IV cytology (2009) conferred a high probability of non‐surgical treatment, with only 11% expected to undergo surgery and a high probability of survival without malignancy (92%) for up to 2 years follow up. A positive MPT result conferred a 57% probability of malignancy and was an independent risk factor for undergoing surgical treatment (Hazard Ratio [HR] 9.2, 95% confidence intervals 5.4‐15.9, P < .0001) and for malignancy (HR 13.4, 95% confidence intervals 4.8‐37.2, P < .0001). For nodules with weak driver mutations, positive microRNA test results supported high risk of cancer while negative results downgraded cancer risk. Conclusion MPT results are predictive of real‐world decisions to surgically treat indeterminate thyroid nodules, with those decisions being appropriately aligned with a patient's risk of malignancy over time.
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Affiliation(s)
| | - Alexander Shifrin
- Department of Surgery, Jersey Shore University Medical Center, Neptune, New Jersey
| | - Marc Frager
- East Coast Medical Associates, Boca Raton, Florida
| | - Ricardo H Bardales
- Precision Pathology/Outpatient Pathology Associates, Sacramento, California
| | | | - Norman Fishman
- Diabetes & Endocrinology Specialists, Chesterfield, Missouri
| | | | | | - Edward Grant
- Department of Radiology, University of Southern California, Keck School of Medicine, Los Angeles, California
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Hao Y, Duh QY, Kloos RT, Babiarz J, Harrell RM, Traweek ST, Kim SY, Fedorowicz G, Walsh PS, Sadow PM, Huang J, Kennedy GC. Identification of Hürthle cell cancers: solving a clinical challenge with genomic sequencing and a trio of machine learning algorithms. BMC SYSTEMS BIOLOGY 2019; 13:27. [PMID: 30952205 PMCID: PMC6450053 DOI: 10.1186/s12918-019-0693-z] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
BACKGROUND Identification of Hürthle cell cancers by non-operative fine-needle aspiration biopsy (FNAB) of thyroid nodules is challenging. Resultingly, non-cancerous Hürthle lesions were conventionally distinguished from Hürthle cell cancers by histopathological examination of tissue following surgical resection. Reliance on histopathological evaluation requires patients to undergo surgery to obtain a diagnosis despite most being non-cancerous. It is highly desirable to avoid surgery and to provide accurate classification of benignity versus malignancy from FNAB preoperatively. In our first-generation algorithm, Gene Expression Classifier (GEC), we achieved this goal by using machine learning (ML) on gene expression features. The classifier is sensitive, but not specific due in part to the presence of non-neoplastic benign Hürthle cells in many FNAB. RESULTS We sought to overcome this low-specificity limitation by expanding the feature set for ML using next-generation whole transcriptome RNA sequencing and called the improved algorithm the Genomic Sequencing Classifier (GSC). The Hürthle identification leverages mitochondrial expression and we developed novel feature extraction mechanisms to measure chromosomal and genomic level loss-of-heterozygosity (LOH) for the algorithm. Additionally, we developed a multi-layered system of cascading classifiers to sequentially triage Hürthle cell-containing FNAB, including: 1. presence of Hürthle cells, 2. presence of neoplastic Hürthle cells, and 3. presence of benign Hürthle cells. The final Hürthle cell Index utilizes 1048 nuclear and mitochondrial genes; and Hürthle cell Neoplasm Index leverages LOH features as well as 2041 genes. Both indices are Support Vector Machine (SVM) based. The third classifier, the GSC Benign/Suspicious classifier, utilizes 1115 core genes and is an ensemble classifier incorporating 12 individual models. CONCLUSIONS The accurate algorithmic depiction of this complex biological system among Hürthle subtypes results in a dramatic improvement of classification performance; specificity among Hürthle cell neoplasms increases from 11.8% with the GEC to 58.8% with the GSC, while maintaining the same sensitivity of 89%.
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Affiliation(s)
- Yangyang Hao
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Quan-Yang Duh
- Department of Surgery, Section of Endocrine Surgery, University of California San Francisco, San Francisco, CA USA
| | - Richard T. Kloos
- Department of Medical Affairs, Veracyte, Inc, South San Francisco, USA
| | - Joshua Babiarz
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - R. Mack Harrell
- The Memorial Center for Integrative Endocrine Surgery, Hollywood, FL USA
- The Memorial Center for Integrative Endocrine Surgery, Weston, FL USA
- The Memorial Center for Integrative Endocrine Surgery, Boca Raton, FL USA
| | | | - Su Yeon Kim
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Grazyna Fedorowicz
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - P. Sean Walsh
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Peter M. Sadow
- Department of Pathology, Head and Neck Pathology Division, Massachusetts General Hospital and Harvard Medical School, Boston, MA USA
| | - Jing Huang
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
| | - Giulia C. Kennedy
- Department of Research & Development, Veracyte, Inc, 6000 Shoreline Court, Suite 300, South San Francisco, CA 94080 USA
- Department of Medical Affairs, Veracyte, Inc, South San Francisco, USA
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23
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Affinito O, Salerno P, D'Alessio A, Cuomo M, Florio E, Carlomagno F, Proietti A, Giannini R, Basolo F, Chiariotti L, Cocozza S, Santoro M. Association between DNA methylation profile and malignancy in follicular-patterned thyroid neoplasms. Endocr Relat Cancer 2019; 26:451-462. [PMID: 30753136 DOI: 10.1530/erc-18-0308] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2018] [Accepted: 02/11/2019] [Indexed: 01/03/2023]
Abstract
Molecular differentiation between benign (follicular thyroid adenoma, FTA) and malignant (follicular thyroid carcinoma, FTC) thyroid neoplasms is challenging. Here, we explored the genome-wide DNA methylation profile of FTA (n.10) and FTC (n.11) compared to normal thyroid (NT) (n.7) tissues. FTC featured 3,564 differentially-methylated CpGs (DMCpG), most (84%) of them hypermethylated, with respect to normal controls. At the principal component analysis (PCA), the methylation profile of FTA occupied an intermediate position between FTC and normal tissue. A large fraction (n. 2,385) of FTC-associated DMCpG were related (intragenic or within 1500 bp from the transcription start site) to annotated genes (n. 1,786). FTC-hypermethylated genes were enriched for targets of the Polycomb transcriptional repressor complex and the specific histone H3 marks (H3K4me2/me3-H3K27me3) found in chromatin domains known as "bivalent". Transcriptome profiling by RNAseq showed that 7.9% of the DMCpGs-associated genes were differentially expressed in FTC compared to NT, suggesting that altered DNA methylation may contribute to their altered expression. Overall, this study suggests that perturbed DNA methylation, in particular hypermethylation, is a component of the molecular mechanisms leading to the formation of FTC and that DNA methylation profiling may help differentiating FTCs from their benign counterpart.
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Affiliation(s)
- Ornella Affinito
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
| | - Paolo Salerno
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
| | - Alfonso D'Alessio
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
| | - Mariella Cuomo
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
| | - Ermanno Florio
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
| | - Francesca Carlomagno
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
- Istituto di Endocrinologia ed Oncologia Sperimentale, Consiglio Nazionale delle Ricerche, Napoli, Italy
| | - Agnese Proietti
- Division of Anatomical Pathology, University Hospital of Pisa (AO-UP), Pisa, Italy
| | - Riccardo Giannini
- Department of Surgical, Medical, Molecular Pathology and Critical Area (Anatomical Pathology Section), University of Pisa, Pisa, Italy
| | - Fulvio Basolo
- Department of Surgical, Medical, Molecular Pathology and Critical Area (Anatomical Pathology Section), University of Pisa, Pisa, Italy
| | - Lorenzo Chiariotti
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
- Istituto di Endocrinologia ed Oncologia Sperimentale, Consiglio Nazionale delle Ricerche, Napoli, Italy
| | - Sergio Cocozza
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
| | - Massimo Santoro
- Dipartimento di Medicina Molecolare e Biotecnologie Mediche, Università Federico II, Napoli, Italy
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Kuo JH, McManus C, Graves CE, Madani A, Khokhar MT, Huang B, Lee JA. In brief. Curr Probl Surg 2019. [DOI: 10.1067/j.cpsurg.2018.12.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Hao Y, Choi Y, Babiarz JE, Kloos RT, Kennedy GC, Huang J, Walsh PS. Analytical Verification Performance of Afirma Genomic Sequencing Classifier in the Diagnosis of Cytologically Indeterminate Thyroid Nodules. Front Endocrinol (Lausanne) 2019; 10:438. [PMID: 31333584 PMCID: PMC6620518 DOI: 10.3389/fendo.2019.00438] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Accepted: 06/18/2019] [Indexed: 01/21/2023] Open
Abstract
Background: Fine needle aspiration (FNA) cytology, a diagnostic test central to thyroid nodule management, may yield indeterminate results in up to 30% of cases. The Afirma® Genomic Sequencing Classifier (GSC) was developed and clinically validated to utilize genomic material obtained during the FNA to accurately identify benign nodules among those deemed cytologically indeterminate so that diagnostic surgery can be avoided. A key question for diagnostic tests is their robustness under different perturbations that may occur in the lab. Herein, we describe the analytical performance of the Afirma GSC. Results: We examined the analytical sensitivity of the Afirma GSC to varied input RNA amounts and the limit of detection of malignant signals with heterogenous samples mixed with adjacent normal or benign tissues. We also evaluated the analytical specificity from potential interfering substances such as blood and genomic DNA. Further, the inter-laboratory, intra-run, and inter-run reproducibility of the assay were examined. Analytical sensitivity analysis showed that Afirma GSC calls are tolerant to variation in RNA input amount (5-30 ng), and up to 75% dilution of malignant FNA material. Analytical specificity studies demonstrated Afirma GSC remains accurate in presence of up to 75% blood or 30% genomic DNA. The Afirma GSC results are highly reproducible across different operators, runs, reagent lots, and laboratories. Conclusion: The analytical robustness and reproducibility of the Afirma GSC test support its routine clinical use among thyroid nodules with indeterminant FNA cytology.
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Affiliation(s)
- Yangyang Hao
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Yoonha Choi
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Joshua E. Babiarz
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - Richard T. Kloos
- Medical Affairs, Veracyte, South San Francisco, CA, United States
| | - Giulia C. Kennedy
- Research and Development, Veracyte, South San Francisco, CA, United States
- Medical Affairs, Veracyte, South San Francisco, CA, United States
- Department of Clinical Affairs, Veracyte, South San Francisco, CA, United States
| | - Jing Huang
- Research and Development, Veracyte, South San Francisco, CA, United States
| | - P. Sean Walsh
- Research and Development, Veracyte, South San Francisco, CA, United States
- *Correspondence: P. Sean Walsh
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26
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Kuo JH, McManus C, Graves CE, Madani A, Khokhar MT, Huang B, Lee JA. Updates in the management of thyroid nodules. Curr Probl Surg 2018; 56:103-127. [PMID: 30798796 DOI: 10.1067/j.cpsurg.2018.12.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Accepted: 12/18/2018] [Indexed: 12/17/2022]
Affiliation(s)
- Jennifer H Kuo
- Division of Endocrine Surgery, Columbia University, New York, NY.
| | | | - Claire E Graves
- Division of Endocrine Surgery, Columbia University, New York, NY
| | - Amin Madani
- Division of Endocrine Surgery, Columbia University, New York, NY
| | - Mamoona T Khokhar
- Division of Endocrine Surgery, Banner University Medical Center, Phoenix, AZ
| | - Bernice Huang
- Division of Endocrine Surgery, Columbia University, New York, NY
| | - James A Lee
- Division of Endocrine Surgery, Columbia University, New York, NY
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Ohori NP, Landau MS, Carty SE, Yip L, LeBeau SO, Manroa P, Seethala RR, Schoedel KE, Nikiforova MN, Nikiforov YE. Benign call rate and molecular test result distribution of ThyroSeq v3. Cancer Cytopathol 2018; 127:161-168. [DOI: 10.1002/cncy.22088] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Revised: 10/12/2018] [Accepted: 11/05/2018] [Indexed: 01/21/2023]
Affiliation(s)
- N. Paul Ohori
- Department of Pathology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Michael S. Landau
- Department of Pathology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Sally E. Carty
- Division of Endocrine Surgery University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Linwah Yip
- Division of Endocrine Surgery University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Shane O. LeBeau
- Division of Endocrinology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Pooja Manroa
- Division of Endocrinology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Raja R. Seethala
- Department of Pathology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Karen E. Schoedel
- Department of Pathology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Marina N. Nikiforova
- Department of Pathology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
| | - Yuri E. Nikiforov
- Department of Pathology University of Pittsburgh Medical Center‐Presbyterian Pittsburgh Pennsylvania
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28
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Harrell RM, Eyerly-Webb SA, Golding AC, Edwards CM, Bimston DN. STATISTICAL COMPARISON OF AFIRMA GSC AND AFIRMA GEC OUTCOMES IN A COMMUNITY ENDOCRINE SURGICAL PRACTICE: EARLY FINDINGS. Endocr Pract 2018; 25:161-164. [PMID: 30383497 DOI: 10.4158/ep-2018-0395] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
OBJECTIVE The Veracyte Afirma Gene Expression Classifier (GEC) has been the most widely used negative predictive value molecular classifier for indeterminate cytology thyroid nodules since January 2011. To improve the specificity and further reduce unnecessary thyroid surgeries, a second-generation assay (Afirma Genetic Sequence Classifier [GSC]) was released for clinical use in August 2017. We report 11 months of clinical outcomes experience with the GSC and compare them to our 6.5-year experience with the GEC. METHODS We searched our practice registry for FNAB nodules with Afirma results from January 2011through June 2018. GEC versus GSC results were compared overall, in oncocytic and nononcocytic aspirates and by pathologic outcomes. RESULTS GSC identified less indeterminate cytology nodules as suspicious (38.8%; 54/139) when compared to GEC (58.4%; 281/481). There was a decrease of in the percentage of oncocytic fine-needle aspiration thyroid biopsy (FNAB) subjects classified as suspicious in the GSC group, with 86 of 104 oncocytic indeterminates (82.7%) classified as suspicious by GEC and 12 of 34 (35.3%) classified as suspicious by GSC. The surgery rate in patients with oncocytic aspirates fell from 56% in the GEC group to 31% in the GSC-evaluated group (45%). Pathology analysis demonstrated a false-negative percentage for an incomplete surgical group of 9.5% for GEC and 1.2% for GSC. CONCLUSION Our GSC data suggest that the GSC further reduces surgery in indeterminate thyroid nodules by improving the specificity of Afirma technology without compromising sensitivity. A primary determinant for this change is a significant improvement in the specificity of the Afirma GSC test in oncocytic FNAB aspirates. ABBREVIATIONS FNAB = fine-needle aspiration biopsy; GEC = Gene Expression Classifier; GSC = Genetic Sequence Classifier.
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29
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Utilidad del estudio molecular de nódulos tiroideos con citología indeterminada. Cir Esp 2018; 96:395-400. [DOI: 10.1016/j.ciresp.2018.04.007] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2018] [Revised: 04/18/2018] [Accepted: 04/19/2018] [Indexed: 01/07/2023]
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Abstract
Several molecular tests have been developed for thyroid cytology with the main purpose to define the nature of indeterminate nodules in presurgical phase thus overcoming the limitations of cytological analysis. Molecular tests currently available for thyroid nodules are based on a variety of methodologies and display peculiar strengths and limitations: in this review of the literature they are summarized and critically discussed. The use of molecular diagnostics for thyroid cytology is increasingly widespread and accepted, however large, prospective validation studies are still needed to ultimately demonstrate the clinical efficacy of a wide incorporation of molecular tests into clinical practice.
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Affiliation(s)
- Elisabetta Macerola
- Department of Surgical, Medical, Molecular Pathology and Critical Area, University of Pisa, Pisa, Italy
| | - Fulvio Basolo
- Department of Surgical, Medical, Molecular Pathology and Critical Area, University of Pisa, Pisa, Italy
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31
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Miccoli P, Materazzi G, Macerola E, Bakkar S. Tailored surgery according to molecular analysis in differentiated thyroid carcinomas. Gland Surg 2018; 7:S30-S33. [PMID: 30175061 DOI: 10.21037/gs.2017.10.07] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Papillary thyroid carcinoma (PTC) is an often indolent disease implying a long survival and in most of the cases an excellent prognosis, but there is still a limited percentage of cases where, in spite of their pre-operative conventional staging, these tumors could better be treated through a more selective surgical approach. Small PTC in fact are generally considered as "low risk" tumors but using simply a TNM classification might lead to a limited surgery such as unilateral hemithyroidectomy, in particular according to the most recent guidelines of the American Thyroid Association. On the other hand though, an absence of the mutation could allow simplifying the follow-up of these patients, for example avoiding unnecessary radioactivated iodine therapy after surgery or even limiting to a unilateral thyroidectomy the operative procedure for these cases. Molecular testing has a peculiar interest for surgeons in two different ways: (I) with respect to diagnosis, in order to reduce the number of indeterminate citologies; (II) with respect to prognosis after both cytology and histology, in order to improve risk stratification and help the surgeon in developing a tailored surgical therapy. The aim of this review is the second issue: how to implement the concept of a tailored surgery according to molecular analysis in differentiated thyroid carcinomas (DTC).
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Affiliation(s)
- Paolo Miccoli
- Division of Endocrine Surgery, Department of Surgical, Medical, Molecular Pathology and Critical Area, University of Pisa, Pisa, Italy
| | - Gabriele Materazzi
- Division of Endocrine Surgery, Department of Surgical, Medical, Molecular Pathology and Critical Area, University of Pisa, Pisa, Italy
| | - Elisabetta Macerola
- Division of Surgical Pathology, Department of Surgical, Medical, Molecular Pathology and Critical Area, University of Pisa, Pisa, Italy
| | - Sohail Bakkar
- Division of Endocrine Surgery, Department of Surgical, Medical, Molecular Pathology and Critical Area, University of Pisa, Pisa, Italy.,Department of Surgery, Faculty of Medicine, The Hashemite University, Zarqa, Jordan
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32
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Lydon EC, Ko ER, Tsalik EL. The host response as a tool for infectious disease diagnosis and management. Expert Rev Mol Diagn 2018; 18:723-738. [PMID: 29939801 DOI: 10.1080/14737159.2018.1493378] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
INTRODUCTION A century of advances in infectious disease diagnosis and treatment changed the face of medicine. However, challenges continue to develop including multi-drug resistance, globalization that increases pandemic risks, and high mortality from severe infections. These challenges can be mitigated through improved diagnostics, and over the past decade, there has been a particular focus on the host response. Since this article was originally published in 2015, there have been significant developments in the field of host response diagnostics, warranting this updated review. Areas Covered: This review begins by discussing developments in single biomarkers and pauci-analyte biomarker panels. It then delves into 'omics, an area where there has been truly exciting progress. Specifically, progress has been made in sepsis diagnosis and prognosis; differentiating viral, bacterial, and fungal pathogen classes; pre-symptomatic diagnosis; and understanding disease-specific diagnostic challenges in tuberculosis, Lyme disease, and Ebola. Expert Commentary: As 'omics have become faster, more precise, and less expensive, the door has been opened for academic, industry, and government efforts to develop host-based infectious disease classifiers. While there are still obstacles to overcome, the chasm separating these scientific advances from the patient's bedside is shrinking.
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Affiliation(s)
- Emily C Lydon
- a Duke University School of Medicine , Duke University , Durham , NC , USA
| | - Emily R Ko
- b Duke Center for Applied Genomics & Precision Medicine, Department of Medicine , Duke University , Durham , NC , USA.,c Duke Regional Hospital, Department of Medicine , Duke University , Durham , NC , USA
| | - Ephraim L Tsalik
- b Duke Center for Applied Genomics & Precision Medicine, Department of Medicine , Duke University , Durham , NC , USA.,d Division of Infectious Diseases & International Health, Department of Medicine , Duke University , Durham , NC , USA.,e Emergency Medicine Service , Durham Veterans Affairs Health Care System , Durham , NC , USA
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33
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Harrell RM, Eyerly-Webb SA, Pinnar NE, Golding AC, Edwards CM, Bimston DN. COMMUNITY ENDOCRINE SURGICAL EXPERIENCE WITH FALSE-NEGATIVE AFIRMA GEC ® RESULTS: 2011-2017. Endocr Pract 2018; 24:622-627. [PMID: 29688761 DOI: 10.4158/ep-2017-0263] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVE Afirma Gene Expression Classifier® (Afirma GEC) molecular analysis (Veracyte, Inc, San Francisco, CA) is a negative predictive value test developed to reduce the number of thyroidectomies in thyroid nodule patients with indeterminate cytology. GEC technology has reportedly reduced unnecessary thyroid surgery, but few studies have examined Afirma GEC false-negative rates, since usually patients with GEC benign nodules do not undergo surgery for definitive diagnosis. Occasionally, Afirma GEC benign patients require removal of their thyroid nodules for other reasons; this work describes the incidence of malignancy and noninvasive follicular thyroid neoplasms with papillary-like nuclear features (NIFTP) in this population. METHODS We reviewed our community endocrine surgical practice database for patients who had undergone thyroid surgery from January 2011 through April 2017 despite benign Afirma GEC results. RESULTS Afirma GEC testing was completed for 475 patients during the study period. Surgery was clinically indicated for other reasons in 42 of the 193 patients (22%) with Afirma GEC benign results. Malignancy or NIFTP in the targeted nodule was found in the final histologic evaluation of 14 of the 42 Afirma GEC benign surgical patients. The Afirma GEC false-negative percentage for our incomplete surgical group (FNP-ISG), defined as the surgically proven false negatives divided by the total Afirma GEC benign patients, was 7.3%. CONCLUSION Our high surgical rate in Afirma GEC benign nodules reveals an FNP-ISG of 7.3% in our community endocrine surgical patient population; this value exceeds the 5.7% reported in the multicenter 2012 Afirma GEC validation study. ABBREVIATIONS Afirma GEC = Afirma Gene Expression Classifier; FNA = fine-needle aspiration; FNP = false-negative percentage; FNP-ISG = false-negative percentage for an incomplete surgical group; NIFTP = noninvasive follicular thyroid neoplasms with papillary-like nuclear features.
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